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The four pillars of metagenomic driven biocatalysis. With the aim of identifying novel biocatalysts for chemical synthesis, researchers explore a combination of (i) open database searching for enzymes of interest; (ii) directed evolution of previously known enzymes; (iii) searching metagenomic databases for novel biocatalysts and (iv) implementing machine learning to predict the most suitable enzyme for the desired transformation.

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